Evidence map›Paper›PMID 40939575›Full record

SynthesisPLoS genetics2025

Genome-wide association study provides novel insight into the genetic architecture of severe obesity.

Mohanraj Krishnan, Mohammad Yaser Anwar, Anne E Justice, Geetha Chittoor, Hung-Hsin Chen, Rashedeh Roshani, Alyssa Scartozzi, Rachel R Dickerson, Roelof A J Smit, Michael H Preuss and 56 more

Abstract readMeta-AnalysisReview
In one paragraph

Synthesis in PLoS genetics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Review
  6. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

66 authors.

Mohanraj KrishnanDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.
Mohammad Yaser AnwarDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.ORCID https://orcid.org/0000-0002-2349-8214
Anne E JusticePopulation Health Sciences, Geisinger, Danville, Pennsylvania, United States of America.ORCID https://orcid.org/0000-0002-8903-8712
Geetha ChittoorPopulation Health Sciences, Geisinger, Danville, Pennsylvania, United States of America.
Hung-Hsin ChenDivision of Human Genetics, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America.
Rashedeh RoshaniDivision of Human Genetics, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America.
Alyssa ScartozziDivision of Human Genetics, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America.
Rachel R DickersonBiobehavioral Health Department, The Pennsylvania State University, University Park, Pennsylvania, United States of America.ORCID https://orcid.org/0009-0007-0752-093X
Roelof A J SmitDepartment of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.
Michael H PreussCharles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America.
Nathalie ChamiCharles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America.
Benjamin S HadadDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.
Esteban J ParraDepartment of Anthropology, University of Toronto Mississauga, Mississauga, Ontario, Canada.
Miguel CruzUnidad de Investigación Medica en Bioquímica Hospital de Especialidades, Centro Medico Siglo XXI, Mexico City, Mexico.
Qin HuiDepartment of Epidemiology, Emory University Rollins School of Public Health, Atlanta, Georgia, United States of America.
Peter W F WilsonAtlanta VA Health Care System, Decatur, Georgia, United States of America.
Yan V SunDepartment of Epidemiology, Emory University Rollins School of Public Health, Atlanta, Georgia, United States of America.ORCID https://orcid.org/0000-0002-2838-1824
Xiaoyu ZhangDepartment of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America.ORCID https://orcid.org/0000-0002-2555-0311
Gregorio V LinchangcoDepartment of Epidemiology, Emory University Rollins School of Public Health, Atlanta, Georgia, United States of America.
Sharon L R KardiaDepartment of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, United States of America.ORCID https://orcid.org/0000-0002-9853-3379
Jessica D FaulSurvey Research Center, University of Michigan Institute for Social Research, Ann Arbor, Michigan, United States of America.
David R WeirSurvey Research Center, University of Michigan Institute for Social Research, Ann Arbor, Michigan, United States of America.
Lawrence F BielakDepartment of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, United States of America.
Heather M HighlandDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.ORCID https://orcid.org/0000-0002-3583-8239
Kristin L YoungDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.ORCID https://orcid.org/0000-0003-0070-6145
Baiyu QiDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.
Yujie WangDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.
Myriam FornageBrown Foundation Institute of Molecular Medicine, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, Texas, United States of America.
Christopher HaimanPreventive Medicine, University of Southern California Keck School of Medicine, Los Angeles, California, United States of America.
Iona ChengCancer Prevention Institute of California, University of Southern California, Fremont, California, United States of America.
Ulrike PetersDivision of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America.
Charles KooperbergDivision of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America.
Steven BuyskeDepartment of Statistics, Rutgers University, New Brunswick, New Jersey, United States of America.
Joseph B McCormickThe School of Public Health, University of Texas at Brownsville, Brownsville, Texas, United States of America.
Susan P Fisher-HochThe School of Public Health, University of Texas at Brownsville, Brownsville, Texas, United States of America.
Frida Lona-DurazoDepartment of Anthropology, University of Toronto Mississauga, Mississauga, Ontario, Canada.
Jesus PeraltaUnidad de Investigación Medica en Bioquímica Hospital de Especialidades, Centro Medico Siglo XXI, Mexico City, Mexico.
Jamie Gomez-ZamudioUnidad de Investigación Medica en Bioquímica Hospital de Especialidades, Centro Medico Siglo XXI, Mexico City, Mexico.
Stephen S RichDepartment of Genome Sciences, University of Virginia, Charlottesville, Virginia, United States of America.ORCID https://orcid.org/0000-0003-3872-7793
Kendra R FerrierDivision of Biomedical Informatics and Personalized Medicine, University of Colorado School of Medicine, Aurora, Colorado, United States of America.ORCID https://orcid.org/0000-0002-8813-6871
Ethan M LangeDivision of Biomedical Informatics and Personalized Medicine, University of Colorado School of Medicine, Aurora, Colorado, United States of America.
Christopher R GignouxDivision of Biomedical Informatics and Personalized Medicine, University of Colorado School of Medicine, Aurora, Colorado, United States of America.
Eimear E KennyCharles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America.ORCID https://orcid.org/0000-0001-9198-759X
Genevieve L WojcikDepartment of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, United States of America.
Kelly ChoMassachusetts Veterans Epidemiology Research and Information Center, VA Boston Healthcare System, Boston, Massachusetts, United States of America.
Michael J GazianoMassachusetts Veterans Epidemiology Research and Information Center, VA Boston Healthcare System, Boston, Massachusetts, United States of America.
Luc DjousseMassachusetts Veterans Epidemiology Research and Information Center, VA Boston Healthcare System, Boston, Massachusetts, United States of America.
Shuwei LiuDepartment of Human Genetics, University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania, United States of America.ORCID https://orcid.org/0000-0002-4089-8359
Dhananjay VaidyaDepartment of Medicine, Johns Hopkins Medicine, Baltimore, Maryland, United States of America.
Renée de MutsertDepartment of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.
Navya S JosyulaPopulation Health Sciences, Geisinger, Danville, Pennsylvania, United States of America.
Christopher R BauerDepartment of Human Medical Genetics and Genomics, University of Colorado Denver, Denver, Colorado, United States of America.ORCID https://orcid.org/0009-0002-3621-7132
Wei ZhaoDepartment of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, United States of America.ORCID https://orcid.org/0000-0001-7388-0692
Ryan W WalkerCharles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America.ORCID https://orcid.org/0000-0001-8748-0913
Jennifer A SmithDepartment of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, United States of America.
Leslie A LangeDivision of Biomedical Informatics and Personalized Medicine, University of Colorado School of Medicine, Aurora, Colorado, United States of America.
Mariah C MeyerDivision of Biomedical Informatics and Personalized Medicine, University of Colorado School of Medicine, Aurora, Colorado, United States of America.
Ching-Ti LiuDepartment of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America.
Lisa R YanekDepartment of Medicine, Johns Hopkins Medicine, Baltimore, Maryland, United States of America.
Miryoung LeeThe School of Public Health, University of Texas at Brownsville, Brownsville, Texas, United States of America.ORCID https://orcid.org/0000-0003-4088-304X
Laura M RaffieldDepartment of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America.
Ruth J F LoosNovo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Hovedstaden, Denmark.
Penny Gordon-LarsenCarolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America.ORCID https://orcid.org/0000-0001-5322-4188
Jennifer E BelowDivision of Human Genetics, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America.ORCID https://orcid.org/0000-0002-1346-1872
Kari E NorthDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.
Mariaelisa GraffDepartment of Epidemiology University of North Carolina at Chapel Hill Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America.ORCID https://orcid.org/0000-0001-6380-1735

Funding

HRS Yrs29-34: Y33 SSA CoFundingU01AG009740 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Jessica Faul, KENNETH M LANGA · 1990 to 2026
$555.8M
Understanding Population Differences in Cancer: The MEC StudyU01CA164973 · NCI · UNIVERSITY OF HAWAII AT MANOA · PI HAIMAN, CHRISTOPHER ALAN, LE MARCHAND, LOIC · 2015 to 2025
$37.4M
Translational Analysis CoreP30DK058404 · NIDDK · VANDERBILT UNIVERSITY MEDICAL CENTER · PI MARY Kay WASHINGTON · 2002 to 2026
$29.9M
Cell Interactions in the Inflamed Intestinal MucosaR01DK075787 · NIDDK · BOSTON CHILDREN'S HOSPITAL · PI JOEL N HIRSCHHORN · 2007 to 2026
$13.1M
Polygenic Risk Scores for Diverse Populations - Bridging Research and Clinical CareR01HL151152 · NHLBI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Christy Leigh Avery, Jennifer Below · 2020 to 2026
$12.3M
North Carolina Translational and Clinical Science Institute (NC TraCS) KL2KL2TR002490 · NCATS · UNIV OF NORTH CAROLINA CHAPEL HILL · PI WEINBERGER, MORRIS · 2018 to 2022
$11.0M
Leveraging multi-omics approaches to examine metabolic challenges of obesity in relation to cardiovascular diseasesR01HL143885 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI AVERY, CHRISTY LEIGH, GORDON-LARSEN, PENNY · 2019 to 2022
$8.9M
Creating a National Resource for Genetic Research in Behavioral & Health SciencesRC2AG036495 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI WEIR, DAVID R. · 2009 to 2010
$7.4M
PAGE III: Population Architecture using Genomics and EpidemiologyR01HG010297 · NHGRI · RUTGERS, THE STATE UNIV OF N.J. · PI GIGNOUX, CHRISTOPHER R, MATISE, TARA C. · 2019 to 2022
$6.5M
Expanding a National Resource for Genetic Research in Behavioral & Health ScienceRC4AG039029 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI WEIR, DAVID R. · 2010 to 2010
$6.0M
Gene-Environment Interactions and Weight GainR01HD057194 · NICHD · UNIV OF NORTH CAROLINA CHAPEL HILL · PI GORDON-LARSEN, PENNY, NORTH, KARI E. · 2008 to 2019
$5.9M
Hispanic Latino Lipid ConsortiumR01HL142302 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Jennifer Below, JOSEPH MCCORMICK · 2018 to 2026
$5.8M
BLRD VA I01 BX004821BLRD VA I01 BX005831NCATS NIH HHS KL2 TR002490NCI NIH HHS U01 CA164973NCI NIH HHS U01 CA288325NEI NIH HHS R01 EY036258NHGRI NIH HHS R01 HG010297NHGRI NIH HHS U01 HG004729NHLBI NIH HHS R01 HL087641NHLBI NIH HHS R01 HL087660NHLBI NIH HHS R01 HL119443NHLBI NIH HHS R01 HL142302NHLBI NIH HHS R01 HL143885NHLBI NIH HHS R01 HL151152NHLBI NIH HHS R01 HL163262NHLBI NIH HHS U01 HL054457NIA NIH HHS RC2 AG036495NIA NIH HHS RC4 AG039029NIA NIH HHS U01 AG009740NICHD NIH HHS R01 HD057194NIDDK NIH HHS P30 DK058404NIDDK NIH HHS R01 DK075787NIDDK NIH HHS R01 DK107786NIDDK NIH HHS R01 DK110113NIDDK NIH HHS R01 DK122503NIDDK NIH HHS R01 DK124097NIDDK NIH HHS R01 DK137968NIDDK NIH HHS R01 DK139598
6 · The paper itself

Abstract

Severe obesity (SevO) is a primary driver of cardiovascular diseases (CVD), cardiometabolic diseases (CMD) and several cancers, with a disproportionate impact on marginalized populations. SevO is an understudied global health disease, limiting knowledge about its mechanisms and impacts. In genome-wide association study (GWAS) meta-analyses of the tail end of the BMI distribution (≥95th percentile BMI) and two SevO phenotypes [Obesity Class III BMI ≥ 40 kg/m2 and Obesity Class IV BMI ≥ 50 kg/m2] in 159,359 individuals across eleven ancestrally diverse population-based studies followed by replication in 480,897 individuals across six ancestrally diverse studies, we identified and replicated three novel signals in known loci of BMI [TENM2, PLCL2, ZNF184], associated with SevO traits. We confirmed a large overlap in the genetic architecture of continuous BMI and severe obesity phenotypes, suggesting little genetic heterogeneity in common variants, between obesity subgroups. Systematic analyses combining functional mapping, polygenic risk scores (PRS), phenome wide association studies (PheWAS) and environmental risk factors further reinforce shared downstream comorbidities associated with continuous measures of BMI and the importance of known lifestyle factors in interaction with genetic predisposition to SevO. Our study expands the number of SevO signals, demonstrates a strong overlap in the genetic architecture of SevO and BMI and reveals a remarkable impact of SevO on the clinical phenome, affording new opportunities for clinical prevention and mechanistic insights.

Indexed as

Obesity, MorbidAdultBody Mass IndexFemaleGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMaleMiddle AgedMultifactorial InheritancePhenotypePolymorphism, Single Nucleotide

Identifiers

PMID40939575
PMCPMC12443252

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.